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   "cells": [
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "###Problem 9 model calibration with pilot points###\n",
      "\n",
      "first step was to make the pilot points in Groundwater Vistas and the configure them with the following settings:  \n",
      "\n",
      "<img src=\"files/images/GWVpp.png\">  \n",
      "\n",
      "chose:  \n",
      "\n",
      " * alpha = 300  \n",
      " * search radius = 1500  \n",
      " * 5-10 points in search \n",
      " * pilot points were set up in one zone (no kriging by zone) \n",
      " * also selected 'preferred homogeneity' regularisation in case we want to implement that later  \n",
      " \n",
      "\n",
      " "
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import numpy as np\n",
      "import pandas as pd\n",
      "import matplotlib.pyplot as plt\n",
      "import flopy.utils.binaryfile as bf\n",
      "from functions import plot_heads, plot_results\n",
      "\n",
      "# reduce clutter by importing the same functions created in the p9_plot_results notebook from file functions.py\n",
      "from functions import plot_heads, plot_results\n",
      "\n",
      "%matplotlib inline\n",
      "\n",
      "#Setup contour parameters\n",
      "levels = np.arange(503, 524, 1)\n",
      "extent = [0, 1500, 0, 1500]\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 4
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "####functions####"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "def readk(infile):\n",
      "    '''\n",
      "    read k-arrays that have been wrapped by fac2real\n",
      "    '''\n",
      "    k=[]\n",
      "    indat = open(infile,'r').readlines()\n",
      "    for line in indat:\n",
      "        tmp = line.strip().split()\n",
      "        k.extend(tmp)\n",
      "    k = np.array(k).astype(float)\n",
      "    return k\n",
      "\n",
      "def plotk(infile, extent, log=False, clim=None, points=False, wells=False):\n",
      "    \n",
      "    k = readk(infile)\n",
      "    k = np.reshape(k, (15, 15))\n",
      "    \n",
      "    if log:\n",
      "        k = np.log10(k)\n",
      "        label = 'log k, m/d'\n",
      "    else:\n",
      "        label = 'k, m/d'\n",
      "        \n",
      "    if not clim:\n",
      "        clim = np.min(k), np.max(k)\n",
      "\n",
      "    plt.imshow(k, vmin=clim[0], vmax=clim[1], extent=extent, interpolation='None')\n",
      "    cb = plt.colorbar()\n",
      "    cb.set_label(label)\n",
      "    \n",
      "    # plot pilot points on top of k-field\n",
      "    if points:\n",
      "        pnts = pd.read_csv('pilot_points/pp.csv')\n",
      "        plt.scatter(pnts.X, pnts.Y, c='w')\n",
      "        \n",
      "    # overlay observation wells on k-field    \n",
      "    if wells:\n",
      "        pnts = pd.read_csv('observations.csv')\n",
      "        plt.scatter(pnts.X, pnts.Y, c='w')\n",
      "    print 'max K: {}\\nmin K: {}'.format(np.max(k), np.min(k))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 5
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "####plot pilot points on top of K-zones####"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "pnts = pd.read_csv('pilot_points/pp.csv')\n",
      "\n",
      "Kzones = np.loadtxt('pest/Kzones.dat')\n",
      "plt.imshow(Kzones, extent=extent, interpolation='None')\n",
      "plt.scatter(pnts.X, pnts.Y, c='w')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 6,
       "text": [
        "<matplotlib.collections.PathCollection at 0x1105ff610>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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       "text": [
        "<matplotlib.figure.Figure at 0x10fe9d990>"
       ]
      }
     ],
     "prompt_number": 6
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "###PEST iteration 1 with pilot points###\n",
      "\n",
      "transient calibration, starting K value is 44 m/d (same as best value for sand from manual transient calibration)\n",
      "\n",
      "same weighting as for zoned-based transient model\n",
      "\n",
      "Starting objective function:  \n",
      "    \n",
      "       Starting phi for this iteration                          :  4.07264E+07\n",
      "       Contribution to phi from observation group \"heads\"       :  2.55288E+07\n",
      "       Contribution to phi from observation group \"rflux\"       :  1.51976E+07\n",
      "    \n",
      "ending objective function:  \n",
      "\n",
      "       Starting phi for this iteration                          :  9.30362E+06\n",
      "       Contribution to phi from observation group \"heads\"       :  2.01577E+06\n",
      "       Contribution to phi from observation group \"rflux\"       :  7.28786E+06\n",
      "    \n",
      "final values for non-pilot point parameters (k-field shown below):  \n",
      "\n",
      "    rcond     500000.0000000000\n",
      "    sy    8.3161889000000000E-03     1.000000         0.000000    "
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plot_results('pilot_points/no_reg/P9Tcal', levels, extent, periods={1: 'Head1', 2: 'Head2'})"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Total River Leakage In: 392.201690674\n",
        "Total River Leakage Out: -45615.2148438\n",
        "Total River Leakage In: 1243.69972479\n",
        "Total River Leakage Out: -93826.6281738"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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Ty60o4uPjiYiIwMbGBicnJ/r378/BgwcrrSiEEJYRHx/PhAkTZF5EA3XzH9Fz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\nVBRCCCEqJBWFEEKICv0/1fsuKIe5wcYAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x111243bd0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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r0Wcq6VCdh94LZsbALrikc6XziKmkcEmtsHGUfZHGX4Ofwl2rz1F7Mzx5n+iT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4zxpH7duDqdu/kVFRX87Gc/Y9++fTgcDkC5nqqqqoTyn3ZO+wA3vrGbo22OREsNKf8kKxZaWqSK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       "text": [
        "<matplotlib.figure.Figure at 0x111b13ad0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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LyM09AOiAvYwf/yC//HIWGxsbc4cqyomNjSU2NrZRjmXSROHk5ARAly5dCAsL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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x111b13a50>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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pSaKoIyY7e3sQwTmtC34BRbl4/ixzZk5l8/p1JCQkULNOPWbMX4J/QKCCyAzd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\nRK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x110634f10>"
       ]
      }
     ],
     "prompt_number": 15
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# plot the estimated K-field\n",
      "plotk('pilot_points/no_reg/P9Tpp._kx', extent, clim=[0,100], wells=True)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "max K: 1362.08\n",
        "min K: 1.035046\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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3vuWdg1Mz56P7sOqtNzFw4EB4enri7SWvo+fRfUaJRUzLEpPk559/joSEBJw/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\nEA0oSRJCiAaUJAkhRIP/B2OLlrD0RCr8AAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x111b41a50>"
       ]
      }
     ],
     "prompt_number": 16
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plotk('pilot_points/no_reg/P9Tpp._kx', extent, log=True)\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "max K: 3.13420261605\n",
        "min K: 0.014959651341\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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8YXdH8P9BXRs4nDv2CCZ03cgOPxi7buRqLb3dAWGIrjASQvowKoyEEGKDCiMh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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x110635d90>"
       ]
      }
     ],
     "prompt_number": 17
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "###PEST iteration 2 with pilot points, using SVD###\n",
      "\n",
      "same weighting as previous\n",
      "\n",
      "svd section in PEST control file:\n",
      "\n",
      "    * singular value decomposition\n",
      "      1\n",
      "      25  5.000000e-007\n",
      "      1\n",
      "      \n",
      "ending objective function:  \n",
      "\n",
      "    Starting phi for this iteration                          :  4.07264E+07\n",
      "    Contribution to phi from observation group \"heads\"       :  2.55288E+07\n",
      "    Contribution to phi from observation group \"rflux\"       :  1.51976E+07\n",
      "   \n",
      "final values for non-pilot point parameters (k-field shown below):  \n",
      "\n",
      "     rcond     161264.0000000000         1.000000         0.000000    \n",
      "        sy    9.2886968000000000E-03     1.000000         0.000000    "
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plot_results('pilot_points/svd/P9Tcal', levels, extent, periods={1: 'Head1', 2: 'Head2'})"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Total River Leakage In: 202.298095703\n",
        "Total River Leakage Out: -45426.6523438\n",
        "Total River Leakage In: 1039.93167067\n",
        "Total River Leakage Out: -94483.4475403"
       ]
      },
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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JyQEgNzeX+Ph49Hp9uTZl+y88PDz4+uuvtfbJycn06dPHUuEJIapgNpuZOXOm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\nRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10fe71710>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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QlLGK+fTJxMXHxlKtdH4iVm4mZ25/07Sy8yrL1qx3pmUbwOtXLylTMBfHr0Tq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\nit920m9IEW1CFjLiKVvW7Uli1bYkrKytKSkuZOzUF2jXoRP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f1/1ATtYl3vn0O5DBhh+W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6K/o5lt77xCbsVERp2ygHHnLmLSxYsV0xtBMauy5RQz5aLvM/Xi79PTdIDdq9/ngz/9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       "text": [
        "<matplotlib.figure.Figure at 0x11122a850>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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7opGq/0f02rVr23ws3h49abVaPHr0CACg0WiQnJwMiaTuQJva7RdisRgnT57k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\ne5G41gAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10fe71150>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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zZvxkYmNi2LR+HXG6OPIXKEiRIsVNM00UPVOmL0fpRJFbN2/w1+E/OXb4T44f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       "text": [
        "<matplotlib.figure.Figure at 0x1112c9390>"
       ]
      }
     ],
     "prompt_number": 18
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plotk('pilot_points/svd/P9Tpp._kx', extent, clim=[0,100], wells=True)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "max K: 1342.265\n",
        "min K: 2.397967\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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fxeBvcoFi0wfuGkOUK0ec+jTUVZW4cPoHBH9fAMHnuVaJRWzLHkvKPvPMMzh1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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x111b1afd0>"
       ]
      }
     ],
     "prompt_number": 19
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "plotk('pilot_points/svd/P9Tpp._kx', extent, log=True)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "max K: 3.12783826596\n",
        "min K: 0.379843202192\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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2m02bMmWK9umnn2r33nuvpmmay3NWVFRoQ4YMuWW9q/N+9913WkBA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\nKIQQDUhhFEKIBqQwCiFEA/8/cQQnTPfLSOEAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x10fe9fed0>"
       ]
      }
     ],
     "prompt_number": 20
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}